{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Model import Model\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "import cv2\n",
    "\n",
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0\"\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /mnt/zhoubaicun3/xuguanglei/vto-flask/JPPNet.py:19: FastGFile.__init__ (from tensorflow.python.platform.gfile) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.gfile.GFile.\n",
      "initialization method [normal]\n",
      "initialization method [normal]\n"
     ]
    }
   ],
   "source": [
    "model = Model(\"checkpoints/jpp.pb\",\n",
    "              \"checkpoints/gmm.pth\", \n",
    "              \"checkpoints/tom.pth\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8e1c4dad68>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = np.array(Image.open(\"../Virtual-Try-On/data/test/image/000066_0.jpg\"))\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8e1c43a358>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c_img = np.array(Image.open(\"example/cloth.jpg\"))\n",
    "plt.imshow(c_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2nd case false\n",
      "time:0.6399462223052979\n",
      "置信度0.711753599345684\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "start = time.time()\n",
    "result,trusts = model.predict(img, c_img, need_pre=False,check_dirty=True)\n",
    "if result is not None:\n",
    "    end = time.time()\n",
    "    print(\"time:\"+str(end-start))\n",
    "    print(\"Confidence\"+str(trusts))\n",
    "    plt.imshow(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "GPU: Tesla P40  \n",
    "Each prediction costs 0.6s per image.   \n",
    "Loading all models costs GPU memory about 7.16 GBs."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python3",
   "language": "python",
   "name": "python36"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}